{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import torch.nn as nn\n",
    "from torchvision import models\n",
    "\n",
    "resnet152_pretrained = models.resnet152(pretrained=False)# 预训练取消"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=374x340 at 0x1D89B622908>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(r'E:\\桌面\\GCN.png')\n",
    "# 非对称卷积 k*1与1*k\n",
    "# 21个分类，到第二层都保持不变21*21，通道数只变一次。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GCM(nn.Module):\n",
    "    def __init__(self, in_channels, num_class, k=15):# num_class类别数（输出通道数）\n",
    "        super(GCM, self).__init__()\n",
    "\n",
    "        pad = (k-1) // 2 # 补0，根据卷积核自动运算\n",
    "        # 并行\n",
    "        self.conv1 = nn.Sequential(nn.Conv2d(in_channels, num_class, kernel_size=(1, k), padding=(0, pad), bias=False),# 右1\n",
    "                                   nn.Conv2d(num_class, num_class, kernel_size=(k, 1), padding=(pad, 0), bias=False))  # 右2\n",
    "\n",
    "        self.conv2 = nn.Sequential(nn.Conv2d(in_channels, num_class, kernel_size=(k, 1), padding=(pad, 0), bias=False),\n",
    "                                   nn.Conv2d(num_class, num_class, kernel_size=(1, k), padding=(0, pad), bias=False))\n",
    "\n",
    "    def forward(self, x):\n",
    "\n",
    "        x1 = self.conv1(x)\n",
    "        x2 = self.conv2(x)\n",
    "\n",
    "        assert x1.shape == x2.shape  # 确认尺寸相同\n",
    "\n",
    "        return x1 + x2 # 融合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=363x299 at 0x1D89B62A648>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(r'E:\\桌面\\BR.png')\n",
    "# 残差连接\n",
    "# 第一个conv有relu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BR(nn.Module):\n",
    "    def __init__(self, num_class):\n",
    "        super(BR, self).__init__()\n",
    "\n",
    "        self.shortcut = nn.Sequential(nn.Conv2d(num_class, num_class, 3, padding=1, bias=False),\n",
    "                                      nn.ReLU(),\n",
    "                                      nn.Conv2d(num_class, num_class, 3, padding=1, bias=False))\n",
    "\n",
    "    def forward(self, x):\n",
    "        return x + self.shortcut(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=857x627 at 0x1D89B628088>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(r'E:\\桌面\\whole.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GCN_BR_BR_Deconv(nn.Module):\n",
    "    def __init__(self, in_channels, num_class, k=15):\n",
    "        super(GCN_BR_BR_Deconv, self).__init__()\n",
    "        # GCM：蓝色小块\n",
    "        self.gcn = GCM(in_channels, num_class, k)\n",
    "        self.br = BR(num_class)\n",
    "\n",
    "        self.deconv = nn.ConvTranspose2d(num_class, num_class, 4, 2, 1, bias=False)\n",
    "\n",
    "    def forward(self, x1, x2=None): # 当x2 = None，此时做的是res-5操作，后无反卷积操作。\n",
    "        # x1:res2、3、4、5的输出\n",
    "        x1 = self.gcn(x1)\n",
    "        x1 = self.br(x1)\n",
    "\n",
    "        if x2 is None:\n",
    "            x = self.deconv(x1)\n",
    "        else:\n",
    "            x = x1 + x2 # res2、3、4、5的输出\n",
    "            x = self.br(x)\n",
    "            x = self.deconv(x)\n",
    "\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GCN(nn.Module):\n",
    "    def __init__(self, num_classes, k=15):\n",
    "        super(GCN, self).__init__()\n",
    "        self.num_class = num_classes\n",
    "        self.k = k\n",
    "\n",
    "        self.layer0 = nn.Sequential(resnet152_pretrained.conv1, resnet152_pretrained.bn1, resnet152_pretrained.relu)\n",
    "        self.layer1 = nn.Sequential(resnet152_pretrained.maxpool, resnet152_pretrained.layer1)\n",
    "        self.layer2 = resnet152_pretrained.layer2\n",
    "        self.layer3 = resnet152_pretrained.layer3\n",
    "        self.layer4 = resnet152_pretrained.layer4\n",
    "\n",
    "        self.br = BR(self.num_class)\n",
    "        self.deconv = nn.ConvTranspose2d(self.num_class, self.num_class, 4, 2, 1, bias=False)\n",
    "\n",
    "    def forward(self, input):\n",
    "        x0 = self.layer0(input); print('x0:', x0.size())    # x0: torch.Size([1, 64, 176, 240])\n",
    "        x1 = self.layer1(x0); print('x1:', x1.size())       # x1: torch.Size([1, 256, 88, 120])\n",
    "        x2 = self.layer2(x1); print('x2:', x2.size())       # x2: torch.Size([1, 512, 44, 60])\n",
    "        x3 = self.layer3(x2); print('x3:', x3.size())       # x3: torch.Size([1, 1024, 22, 30])\n",
    "        x4 = self.layer4(x3); print('x4:', x4.size())       # x4: torch.Size([1, 2048, 11, 15])\n",
    "\n",
    "        branch4 = GCN_BR_BR_Deconv(x4.shape[1], self.num_class, self.k)\n",
    "        branch3 = GCN_BR_BR_Deconv(x3.shape[1], self.num_class, self.k)\n",
    "        branch2 = GCN_BR_BR_Deconv(x2.shape[1], self.num_class, self.k)\n",
    "        branch1 = GCN_BR_BR_Deconv(x1.shape[1], self.num_class, self.k)\n",
    "\n",
    "        branch4 = branch4(x4); print('branch4:', branch4.size())    # torch.Size([1, 12, 22, 30])\n",
    "        branch3 = branch3(x3, branch4); print('branch3:', branch3.size())   # torch.Size([1, 12, 44, 60])\n",
    "        branch2 = branch2(x2, branch3); print('branch2:', branch2.size())   # torch.Size([1, 12, 88, 120])\n",
    "        branch1 = branch1(x1, branch2); print('branch1:', branch1.size())   # torch.Size([1, 12, 176, 240])\n",
    "\n",
    "        x = self.br(branch1)\n",
    "        x = self.deconv(x)\n",
    "        x = self.br(x)\n",
    "\n",
    "        return x\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x0: torch.Size([1, 64, 256, 256])\n",
      "x1: torch.Size([1, 256, 128, 128])\n",
      "x2: torch.Size([1, 512, 64, 64])\n",
      "x3: torch.Size([1, 1024, 32, 32])\n",
      "x4: torch.Size([1, 2048, 16, 16])\n",
      "branch4: torch.Size([1, 21, 32, 32])\n",
      "branch3: torch.Size([1, 21, 64, 64])\n",
      "branch2: torch.Size([1, 21, 128, 128])\n",
      "branch1: torch.Size([1, 21, 256, 256])\n",
      "torch.Size([1, 21, 512, 512])\n"
     ]
    }
   ],
   "source": [
    "if __name__ == \"__main__\":\n",
    "    import torch as t\n",
    "    rgb = t.randn(1, 3, 512, 512)\n",
    "\n",
    "    net = GCN(21)\n",
    "\n",
    "    out = net(rgb)\n",
    "\n",
    "    print(out.shape)"
   ]
  }
 ],
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